TY - JOUR
T1 - Reduced Order Estimation of the Speckle Electric Field History for Space-based Coronagraphs
AU - Pogorelyuk, Leonid
AU - Kasdin, N. Jeremy
AU - Rowley, Clarence Worth
N1 - Publisher Copyright:
© 2019. The American Astronomical Society. All rights reserved.
PY - 2019/8/20
Y1 - 2019/8/20
N2 - In high-contrast space-based coronagraphs, one of the main limiting factors for imaging the dimmest exoplanets is the time-varying nature of the residual starlight (speckles). Modern methods try to differentiate between the intensities of starlight and other sources, but none incorporate models of space-based systems that can take into account actuations of the deformable mirrors (DMs). Instead, we propose formulating the estimation problem in terms of the electric field while allowing for dithering of the DMs. Our reduced-order approach is similar to intensity-based PCA (e.g., KLIP) although, under certain assumptions, it requires a considerably lower number of modes of the electric field. We illustrate this by a FALCO simulation of the Wide-field Infra-red Survey Telescope hybrid Lyot coronagraph (the data and the comparison code are available at https://github.com/leonidprinceton/EFOR).
AB - In high-contrast space-based coronagraphs, one of the main limiting factors for imaging the dimmest exoplanets is the time-varying nature of the residual starlight (speckles). Modern methods try to differentiate between the intensities of starlight and other sources, but none incorporate models of space-based systems that can take into account actuations of the deformable mirrors (DMs). Instead, we propose formulating the estimation problem in terms of the electric field while allowing for dithering of the DMs. Our reduced-order approach is similar to intensity-based PCA (e.g., KLIP) although, under certain assumptions, it requires a considerably lower number of modes of the electric field. We illustrate this by a FALCO simulation of the Wide-field Infra-red Survey Telescope hybrid Lyot coronagraph (the data and the comparison code are available at https://github.com/leonidprinceton/EFOR).
KW - methods: data analysis
KW - methods: statistical
KW - techniques: high angular resolution
KW - techniques: image processing
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U2 - 10.3847/1538-4357/ab2ecf
DO - 10.3847/1538-4357/ab2ecf
M3 - Article
AN - SCOPUS:85072326842
SN - 0004-637X
VL - 881
JO - Astrophysical Journal
JF - Astrophysical Journal
IS - 2
M1 - 126
ER -